20 | Personal AI / exocortex¶

Bottleneck¶

Memory/privacy/dependence, objective alignment

Backchain¶

• Foundations I: W1 information, causal, security
• Foundations II: W2 human factors/security
• Specialization: AI & autonomous science

First proof of work¶

Personal knowledge agent with provenance, memory boundaries and adversarial privacy audit